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Inexact non-interior continuation method for monotone semidefinite complementarity problems

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Abstract

Chen and Tseng (Math Program 95:431–474, 2003) extended non-interior continuation methods for solving linear and nonlinear complementarity problems to semidefinite complementarity problems (SDCP), in which a system of linear equations is exactly solved at each iteration. However, for problems of large size, solving the linear system of equations exactly can be very expensive. In this paper, we propose a version of one of the non-interior continuation methods for monotone SDCP presented by Chen and Tseng that incorporates inexactness into the linear system solves. Only one system of linear equations is inexactly solved at each iteration. The global convergence and local superlinear convergence properties of the method are given under mild conditions.

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References

  1. Gao Y., Sun D.F.: Calibrating least squares semidefinite programming with equality and inequality constraints. SIAM J. Matrix Anal. Appl. 31, 1432–1457 (2009)

    Article  MathSciNet  Google Scholar 

  2. Zhao X.Y., Sun D.F., Toh K.C.: A NEWTON-CG augmented lagrangian method for semidefinite programming. SIAM J. Optim. 20, 1737–1765 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  3. Malick J., Povh J., Rendl F.: Regularization methods for semidefinite programming. SIAM J. Optim. 20, 336–356 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  4. Pardalos, P.M., Wolkowicz, H. (eds.): Topics in Semidefinite and Interior-Point Methods, Fields Institute Communications Series, vol. 18. American Mathematical Society (1998)

  5. Sun D.F., Sun J., Zhang L.W.: The rate of convergence of the augmented Lagrangian method for nonlinear semidefinite programming. Math. Program. 114, 349–391 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  6. Pardalos, P.M., Wolkowicz, H. (eds.): Novel Approaches to Hard Discrete Optimization, Fields Institute Communications Series, vol. 37. American Mathematical Society (2003)

  7. Todd M.J.: A study of search directions in primal-dual interior-point methods for semidefinite programming. Optim. Methods Softw. 11, 1–46 (1999)

    Article  MathSciNet  Google Scholar 

  8. Wolkowicz H., Saigal S., Vandenberghe L.: Handbook of Semidefinite Programming. Kluwer, Boston (2000)

    Book  Google Scholar 

  9. Tseng P.: Merit functions for semi-definite complementarity problems. Math. Program. 83, 159–185 (1998)

    MATH  Google Scholar 

  10. Chen X., Tseng P.: Non-interior continuation methods for solving semidefinite complementarity problems. Math. Program. 95, 431–474 (2003)

    Article  MathSciNet  MATH  Google Scholar 

  11. Chen B., Chen X.: A global linear and local quadratic continuation smoothing method for variational inequalities with box constraints. Comput. Optim. Appl. 17, 131–158 (2000)

    Article  MathSciNet  MATH  Google Scholar 

  12. Chen B., Xiu N.: A global linear and local quadratic noninterior continuation method for nonlinear complementarity problems based on Chen-Mangasarian smoothing functions. SIAM J. Optim. 9, 605–623 (1999)

    Article  MathSciNet  MATH  Google Scholar 

  13. Rui S.P., Xu C.X.: A smoothing inexact Newton method for nonlinear complementarity problems. J. Comput. Appl. Math. 233, 2332–2338 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  14. Facchinei F., Kanzow C.: A nonsmooth inexact Newton method for the solution of large-scale nonlinear complementarity problems. Math. Program. 76, 493–512 (1997)

    MathSciNet  MATH  Google Scholar 

  15. Deluca T., Facchinei F., Kanzow C.: A theoretical and numerical comparison of some semismooth algorithms for complementarity problems. Comput. Optim. Appl. 16, 173–205 (2000)

    Article  MathSciNet  Google Scholar 

  16. Kanzow C.: Some noninterior continuation methods for linear complementarity problems. SIAM J. Matrix Anal. Appl. 17, 851–868 (1996)

    Article  MathSciNet  MATH  Google Scholar 

  17. Pardalos P.M.: The linear complementarity problem. In: Gomez, S., Hennart, J.P. (eds) Advances in Optimization and Numerical Analysis, pp. 39–49. Kluwer, Boston (1994)

    Google Scholar 

  18. Chen B., Chen X.: A global and local superlinear continuation-smoothing method for P 0 and R 0 NCP or monotone NCP. SIAM J. Optim. 9, 624–645 (1999)

    Article  MathSciNet  MATH  Google Scholar 

  19. Qi L.Q., Sun D.F.: Improving the convergence of non-interior point algorithms for nonlinear complementarity problems. Math. Comput. 69, 283–304 (2000)

    MathSciNet  MATH  Google Scholar 

  20. Xu S.: The global linear convergence of an infeasible non-interior path-following algorithm for complementarity problems with uniform P-functions. Math. Program. 87, 501–517 (2000)

    Article  MathSciNet  MATH  Google Scholar 

  21. Huang Z.H., Han J.Y.: Non-interior continuation method for solving the monotone semidefinite complementarity problem. Appl. Math. Optim. 47, 195–211 (2003)

    Article  MathSciNet  MATH  Google Scholar 

  22. Burke J., Xu S.: A non-interior predictor-corrector path following algorithm for the monotone linear complementarity problem. Math. Program. 87, 113–130 (2000)

    MathSciNet  MATH  Google Scholar 

  23. Kojima M., Shida M., Shindoh S.: Local convergence of predictor-corrector infeasible interior-point algorithms for SDPs and SDLCPs. Math. Program. 80, 129–160 (1998)

    MathSciNet  MATH  Google Scholar 

  24. Kanzow C., Nagel C.: Semidefinite programs: new search directions, smoothing-type methods, and numerical results. SIAM J. Optim. 13, 1–23 (2002)

    Article  MathSciNet  MATH  Google Scholar 

  25. Horn R.A., Johnson C.R.: Matrix Analysis. Cambridge University Press, Cambridge (1985)

    MATH  Google Scholar 

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Correspondence to Shaoping Rui.

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Rui, S., Xu, C. Inexact non-interior continuation method for monotone semidefinite complementarity problems. Optim Lett 6, 1411–1424 (2012). https://doi.org/10.1007/s11590-011-0337-8

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